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Papers Benchmarks Datasets Tasks

Audio Tagging research benchmarks · SOTA2 Research

Audio Tagging

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

AudioSet (test)

50mAP

25

May 19, 2026

40.8MTT AP

19

Apr 29, 2026

94mAP

19

Feb 26, 2026

AudioSet balanced (AS-20k)

40.2mAP

14

Mar 5, 2026

56.1mAP

11

Apr 29, 2026

MagnaTagATune (MTAT)

40.7mAP

11

Mar 30, 2026

Full AudioSet 1.0 (test)

Proposed Full Model (PSLA Ensemble)

47.44mAP

11

Feb 26, 2026

AudioSet Strong

21.6mAP

9

Mar 30, 2026

Balanced AudioSet 1.0 (test)

Proposed Full Model (PSLA Ensemble)

0.964AUC

9

Feb 26, 2026

AudioSet (evaluation set)

46.6mAP

8

Feb 26, 2026

AudioSet 1.0 (evaluation)

43.1mAP

8

Feb 26, 2026

ESC-FreeGen50 (test)

64.32Accuracy

7

May 19, 2026

DCASE Task 2 2018 (test)

95.4mAP@3

5

Feb 26, 2026

Popular datasets

AudioSet ESC FSD DCASE MTT

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